Benchmark: AI models underperform simple greedy algorithms in retail simulation

ycombinator · x · 2026-08-28

ShelfLife E-Sim is a long-horizon resource management benchmark based on real retail data. Experiments had frontier AI models run a retail business for 120 days; most earned less money than a simple greedy algorithm, highlighting limitations in complex long-term planning.

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